{"id":64095,"date":"2025-11-18T10:07:50","date_gmt":"2025-11-18T10:07:50","guid":{"rendered":"https:\/\/kepner-tregoe.com\/?p=64095"},"modified":"2026-06-03T08:16:26","modified_gmt":"2026-06-03T08:16:26","slug":"ai-implementation-strategy-starts-before-you-automate","status":"publish","type":"post","link":"https:\/\/kepner-tregoe.com\/zh-hans\/blogs\/ai-implementation-strategy-starts-before-you-automate\/","title":{"rendered":"AI implementation strategy starts before you automate"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">We love speed. Fast food, fast broadband, fast decisions. But when it comes to an AI implementation strategy, speed without thinking is a recipe for disaster.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Just ask the bank that automated customer service with a&nbsp;system&nbsp;that&nbsp;couldn\u2019t&nbsp;resolve issues&nbsp;due to&nbsp;hidden&nbsp;incompatibility.&nbsp;Or the&nbsp;Chevy&nbsp;auto dealer&nbsp;whose <a href=\"https:\/\/futurism.com\/the-byte\/car-dealership-ai\" target=\"_blank\" rel=\"noopener\">chatbot went off the rails<\/a> and, thanks to a little savvy exploitation, began offering cars for $1.&nbsp;Or the warehouse that installed robotic pickers before fixing layout issues and ended up scaling chaos.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">According to <a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/ethics-and-automation-what-to-do-when-workers-are-displaced\" target=\"_blank\" rel=\"noopener\">MIT Sloan<\/a>, AI implementation at the &#8220;lowest level of the pyramid&#8221; uses technology &#8220;solely to gain economic benefits by reducing human labor.&#8221; Not only are these cost-based programs not socially conscious or human-centric, but they &#8220;<em>often fail to deliver and can even be detrimental to business interests.<\/em>&#8220;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-signs-your-ai-implementation-strategy-is-off-track\">Signs your AI implementation strategy is off track<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You might be automating the wrong thing if: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Your bot works flawlessly &#8211; on the wrong process<\/li>\n\n\n\n<li>You&#8217;re solving the symptom, not the system<\/li>\n\n\n\n<li>Users avoid the new AI tools and just go back to spreadsheets because change is hard<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This isn&#8217;t a tech problem. It&#8217;s a thinking problem.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-enter-problem-analysis-the-pre-automation-power-tool\">Enter Problem Analysis: the pre-automation power tool<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kepner-Tregoe&#8217;s <a href=\"https:\/\/kepner-tregoe.com\/training\/self-paced-intro-to-problem-analysis\/\">Problem Analysis<\/a> helps teams design an AI implementation strategy that actually works by: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pinpointing the true root cause of process pain&nbsp;<\/li>\n\n\n\n<li>Avoiding false starts and premature fixes<\/li>\n\n\n\n<li>Understanding variation and&nbsp;impact&nbsp;before change&nbsp;<\/li>\n\n\n\n<li>Applying logic before launching bots, scripts, or tools&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Don&#8217;t digitize dysfunction. Fix&nbsp;the&nbsp;functional&nbsp;flow&nbsp;first.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-this-matters-now\">Why this matters now<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Automation budgets are up. Expectations are high. And tolerance for failure is low.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The best time to slow down and think? Before you push &#8220;deploy.&#8221;&nbsp;Those who are determined to not miss the automation \u201cgold rush\u201d in performance improvements and cost savings are going to create tomorrow\u2019s problems today.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-before-you-launch-the-bot\">Before you launch the bot<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ask:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What problem are we solving? <\/li>\n\n\n\n<li>What else could be causing it? <\/li>\n\n\n\n<li>Have we verified the root cause? <\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Remember: Automation is a force multiplier. Make sure\u00a0it\u2019s\u00a0multiplying\u00a0the right thing.\u00a0<\/strong><\/p>\n\n\n\n<div class=\"wp-block-wsfirst-responsive-spacer responsive-spacer\" aria-hidden=\"true\"><div class=\"responsive-spacer-fullsize\" style=\"height:3.375rem\"><\/div><div class=\"responsive-spacer-tablet\" style=\"height:2.5625rem\"><\/div><div class=\"responsive-spacer-mobile\" style=\"height:1.6875rem\"><\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading is-style-tagline\" id=\"h-explore-more-insights\">Explore more insights<\/h3>\n\n\n\n<ul class=\"wp-block-yoast-seo-related-links yoast-seo-related-links\">\n<li><a href=\"https:\/\/kepner-tregoe.com\/blogs\/ai-is-writing-memos-but-who-is-setting-the-strategy\/\">AI is writing memos &#8211; but who is setting the strategy?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/kepner-tregoe.com\/blogs\/ai-and-problem-solving-the-ongoing-role-of-humans-in-manufacturing-operations\/\">AI and problem solving: the ongoing role of humans in manufacturing operations<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/kepner-tregoe.com\/blogs\/is-machine-learning-a-game-changer-for-organizational-training\/\">Is machine learning a game changer for organizational training?<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/kepner-tregoe.com\/blogs\/how-framing-the-action-can-help-you-manage-risk\">How framing the action can help you manage risk<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>We love speed. Fast food, fast broadband, fast decisions. But when it comes to an AI implementation strategy, speed without thinking is a recipe for disaster.&nbsp; Just ask the bank that automated customer service with a&nbsp;system&nbsp;that&nbsp;couldn\u2019t&nbsp;resolve issues&nbsp;due to&nbsp;hidden&nbsp;incompatibility.&nbsp;Or the&nbsp;Chevy&nbsp;auto dealer&nbsp;whose chatbot went off the rails and, thanks to a little savvy exploitation, began offering cars [&hellip;]<\/p>\n","protected":false},"author":42,"featured_media":64103,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[25],"tags":[],"ppma_author":[88],"class_list":["post-64095","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.7 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI implementation strategy starts before you automate - Kepner-Tregoe<\/title>\n<meta name=\"description\" content=\"Successful AI implementation strategy requires clarity before code. Critical thinking helps organizations launch automation with confidence.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kepner-tregoe.com\/zh-hans\/blogs\/ai-implementation-strategy-starts-before-you-automate\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI implementation strategy starts before you automate\" \/>\n<meta property=\"og:description\" content=\"Successful AI implementation strategy requires clarity before code. Critical thinking helps organizations launch automation with confidence.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/kepner-tregoe.com\/zh-hans\/blogs\/ai-implementation-strategy-starts-before-you-automate\/\" \/>\n<meta property=\"og:site_name\" content=\"Kepner-Tregoe\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-18T10:07:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-03T08:16:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/kepner-tregoe.com\/wp-content\/uploads\/2025\/11\/build-a-smarter-ai-implementation-strategy.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Drew Marshall\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/\"},\"author\":{\"name\":\"\",\"@id\":\"\"},\"headline\":\"AI implementation strategy starts before you automate\",\"datePublished\":\"2025-11-18T10:07:50+00:00\",\"dateModified\":\"2026-06-03T08:16:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/\"},\"wordCount\":421,\"publisher\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/kepner-tregoe.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/build-a-smarter-ai-implementation-strategy.webp\",\"articleSection\":[\"AI\"],\"inLanguage\":\"zh-CN\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/\",\"url\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/\",\"name\":\"AI implementation strategy starts before you automate - Kepner-Tregoe\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/kepner-tregoe.com\\\/zh-hans\\\/blogs\\\/ai-implementation-strategy-starts-before-you-automate\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/kepner-tregoe.com\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/build-a-smarter-ai-implementation-strategy.webp\",\"datePublished\":\"2025-11-18T10:07:50+00:00\",\"dateModified\":\"2026-06-03T08:16:26+00:00\",\"description\":\"Successful AI implementation strategy requires clarity before code. 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